Triangle104/OREAL-DeepSeek-R1-Distill-Qwen-7B-Q4_K_S-GGUF

This model was converted to GGUF format from internlm/OREAL-DeepSeek-R1-Distill-Qwen-7B using llama.cpp via the ggml.ai's GGUF-my-repo space. Refer to the original model card for more details on the model.

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Introduction

We introduce OREAL-7B and OREAL-32B, a mathematical reasoning model series trained using Outcome REwArd-based reinforcement Learning, a novel RL framework designed for tasks where only binary outcome rewards are available.

With OREAL, a 7B model achieves 94.0 pass@1 accuracy on MATH-500, matching the performance of previous 32B models. OREAL-32B further surpasses previous distillation-trained 32B models, reaching 95.0 pass@1 accuracy on MATH-500.

Our method leverages best-of-N (BoN) sampling for behavior cloning and reshapes negative sample rewards to ensure gradient consistency. Also, to address the challenge of sparse rewards in long chain-of-thought reasoning, we incorporate an on-policy token-level reward model that identifies key tokens in reasoning trajectories for importance sampling. For more details, please refer to our paper.

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Use with llama.cpp

Install llama.cpp through brew (works on Mac and Linux)

brew install llama.cpp

Invoke the llama.cpp server or the CLI.

CLI:

llama-cli --hf-repo Triangle104/OREAL-DeepSeek-R1-Distill-Qwen-7B-Q4_K_S-GGUF --hf-file oreal-deepseek-r1-distill-qwen-7b-q4_k_s.gguf -p "The meaning to life and the universe is"

Server:

llama-server --hf-repo Triangle104/OREAL-DeepSeek-R1-Distill-Qwen-7B-Q4_K_S-GGUF --hf-file oreal-deepseek-r1-distill-qwen-7b-q4_k_s.gguf -c 2048

Note: You can also use this checkpoint directly through the usage steps listed in the Llama.cpp repo as well.

Step 1: Clone llama.cpp from GitHub.

git clone https://github.com/ggerganov/llama.cpp

Step 2: Move into the llama.cpp folder and build it with LLAMA_CURL=1 flag along with other hardware-specific flags (for ex: LLAMA_CUDA=1 for Nvidia GPUs on Linux).

cd llama.cpp && LLAMA_CURL=1 make

Step 3: Run inference through the main binary.

./llama-cli --hf-repo Triangle104/OREAL-DeepSeek-R1-Distill-Qwen-7B-Q4_K_S-GGUF --hf-file oreal-deepseek-r1-distill-qwen-7b-q4_k_s.gguf -p "The meaning to life and the universe is"

or

./llama-server --hf-repo Triangle104/OREAL-DeepSeek-R1-Distill-Qwen-7B-Q4_K_S-GGUF --hf-file oreal-deepseek-r1-distill-qwen-7b-q4_k_s.gguf -c 2048